{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e8a81b20",
   "metadata": {},
   "source": [
    "<font color=gray size=4> 2022-2023-02 </font> \n",
    "\n",
    "<font color=gray size=4> Python Web crawler</font>\n",
    "\n",
    "<font color=gray size=4> 记录者：李许娣 </font>\n",
    "\n",
    "<font color=gray size=4> week08:数据实践-liepin-04 </font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50295644",
   "metadata": {},
   "source": [
    "## 猎聘完整实践\n",
    "### 准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b3619829",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "aabdafb0",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 1,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    # Cookie 是用户登录之后的cookie\n",
    "    'Cookie': 'inited_user=5c99d29761d174a0ba59fbcf68b3c989; __gc_id=80c946c629b6421fbfe65ece6432fa85; __uuid=1680244859164.42; XSRF-TOKEN=iNc9in2iQsCms5z4QovKoA; _ga=GA1.1.1535103095.1682058992; __tlog=1682059019673.74%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=276082a316820590212367500e13bad04a9ac7635ed31fd3aa9ac87e6887e2; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1680519546,1680851303,1681268944,1682059040; UniqueKey=1fe9beb1c765b924a9dba665e9526a14; liepin_login_valid=0; lt_auth=6LsLMyEEyFT97XLf2Gpftq4b3dOtWGucpX4I0U0DhIO6CKbl4P%2FhRAyArrAA%2FioIqxN3dfozMLb2N%2Bj4yXJP70ca%2BFGnlZ6utf6k0HsDUeVgI8W2vezHg%2FXUQp0lnEAA8nJbpEIL%2BVzO; access_system=C; user_roles=0; user_photo=5f8fa3b979c7cc70efbf445908u.png; user_name=%E6%9D%8E%E8%AE%B8%E5%A8%A3; need_bind_tel=false; new_user=false; c_flag=9937d78aa893220879ec7884c603df82; inited_user=5c99d29761d174a0ba59fbcf68b3c989; imClientId=44dac61f2648ece1413116917969dd98; imId=44dac61f2648ece17a42d7ad9df712b4; imClientId_0=44dac61f2648ece1413116917969dd98; imId_0=44dac61f2648ece17a42d7ad9df712b4; imApp_0=1; __session_seq=3; __uv_seq=3; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1682060181; _ga_54YTJKWN86=GS1.1.1682058991.1.1.1682060180.0.0.0; fe_im_opened_pages=_1682060181226; fe_im_connectJson_0=%7B%220_1fe9beb1c765b924a9dba665e9526a14%22%3A%7B%22socketConnect%22%3A%221%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; fe_im_socketSequence_new_0=2_2_2',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'fa382213-7a80-4b2f-8a9f-07dc3f333e87',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'iNc9in2iQsCms5z4QovKoA'\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68b21b96",
   "metadata": {},
   "source": [
    "## 获取单页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d932cbe7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['金融产品'], 'salary': '8-20k', 'dq': '广州', 'jobId': '40209551', 'title': '金融产品经理', 'topJob': False, 'refreshTime': '20230404132849', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=0', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'jobKind': '2', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1940209551.shtml', 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterName': '谢先生', 'recruiterTitle': '', 'chatted': False, 'imId': 'b7b0d28a0fa67da1f4067025f1d6ce6f', 'imUserType': '2', 'recruiterId': 'b7b40e6c60ce3f83edfb03140d359c64', 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'}, 'dataParams': '{\"recruiterName\":\"谢先生\",\"jobId\":\"40209551\",\"imId\":\"b7b0d28a0fa67da1f4067025f1d6ce6f\",\"imUserType\":\"2\",\"userId\":\"b7b40e6c60ce3f83edfb03140d359c64\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\",\"jobKind\":\"2\"}', 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2240209551%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': '港股上市', 'compLogo': '60ab7b474005a2070875f99702u.png', 'compIndustry': '基金/证券/期货', 'compId': 9874217, 'compName': '广发证券股份有限公司广州分公司', 'link': 'https://www.liepin.com/company/9874217/', 'compScale': '2000-5000人'}}, {'job': {'labels': ['金融产品'], 'salary': '10-25k', 'dq': '广州', 'jobId': '39692293', 'title': '金融产品经理（荔湾）', 'topJob': False, 'refreshTime': '20230420134556', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=1', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'jobKind': '2', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1939692293.shtml', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '李女士', 'recruiterTitle': '', 'chatted': False, 'imId': 'a1326b4aa031c190160bef405ccde8ba', 'imUserType': '2', 'recruiterId': '9d9295f7a1f638c6236e426b5716e306', 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'dataParams': '{\"recruiterName\":\"李女士\",\"jobId\":\"39692293\",\"imId\":\"a1326b4aa031c190160bef405ccde8ba\",\"imUserType\":\"2\",\"userId\":\"9d9295f7a1f638c6236e426b5716e306\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"jobKind\":\"2\"}', 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2239692293%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': '港股上市', 'compLogo': '60ab7b474005a2070875f99702u.png', 'compIndustry': '基金/证券/期货', 'compId': 9874217, 'compName': '广发证券股份有限公司广州分公司', 'link': 'https://www.liepin.com/company/9874217/', 'compScale': '2000-5000人'}}, {'job': {'labels': ['产品研发', '售后精品', '汽车周边', '产品管理'], 'salary': '20-24k·15薪', 'dq': '广州-海珠区', 'jobId': '56880719', 'title': '综合产品经理', 'topJob': False, 'refreshTime': '20230312214411', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=2', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'jobKind': '2', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1956880719.shtml', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '齐先生', 'recruiterTitle': '产品部负责人', 'chatted': False, 'imId': '0c36a1c214fef01084fd6902234556e6', 'imUserType': '2', 'recruiterId': '2d5b7f3f9079eb1510d3dc2c58900bee', 'recruiterPhoto': '640aef4747903463b532bd2c01u.png'}, 'dataParams': '{\"recruiterName\":\"齐先生\",\"jobId\":\"56880719\",\"imId\":\"0c36a1c214fef01084fd6902234556e6\",\"imUserType\":\"2\",\"userId\":\"2d5b7f3f9079eb1510d3dc2c58900bee\",\"recruiterPhoto\":\"640aef4747903463b532bd2c01u.png\",\"jobKind\":\"2\"}', 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2256880719%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': 'B轮', 'compLogo': '634e43cd5f9dbd49324c45d307u.png', 'compIndustry': '整车制造', 'compId': 13304915, 'compName': '超境汽车', 'link': 'https://www.liepin.com/company/13304915/', 'compScale': '100-499人'}}, {'job': {'labels': ['证券类'], 'salary': '95-190k', 'dq': '广州-越秀区', 'jobId': '57774837', 'title': '金融产品经理', 'topJob': False, 'refreshTime': '20230413144105', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=3&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=3', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'jobKind': '2', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1957774837.shtml', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '赵先生', 'recruiterTitle': '主管', 'chatted': False, 'imId': '1e5498df4dce42a25d79fdba0a3967fa', 'imUserType': '2', 'recruiterId': '2d0de3bc235cbab3fc2fe9bd357df766', 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'}, 'dataParams': '{\"recruiterName\":\"赵先生\",\"jobId\":\"57774837\",\"imId\":\"1e5498df4dce42a25d79fdba0a3967fa\",\"imUserType\":\"2\",\"userId\":\"2d0de3bc235cbab3fc2fe9bd357df766\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\",\"jobKind\":\"2\"}', 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2257774837%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': '已上市', 'compLogo': '5bfea33774719d2aa34c7eb903a.png', 'compIndustry': '基金/证券/期货', 'compId': 1421537, 'compName': '广发证券', 'link': 'https://www.liepin.com/company/1421537/', 'compScale': '5000-10000人'}}, {'job': {'labels': ['AI人工智能产品', '增长产品', '电子/半导体/集成电路', '人工智能', '科研/技术服务', '制造业', '竞品分析', '需求调研', '市场调研', '需求分析'], 'salary': '20-30k·15薪', 'dq': '广州-黄埔区', 'jobId': '56178225', 'title': '工业软件类产品经理', 'topJob': False, 'refreshTime': '20230421144646', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=4&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=4', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'jobKind': '2', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1956178225.shtml', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '陈先生', 'recruiterTitle': '', 'chatted': False, 'imId': 'cde70153db2be71b46fdeacabc467e13', 'imUserType': '2', 'recruiterId': 'bff8ec01d90be3ea5ed16923a471d079', 'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'}, 'dataParams': 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'dq': '广州-天河区', 'jobId': '50819475', 'title': '金融数据产品经理', 'topJob': False, 'refreshTime': '20220701160913', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=36', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'jobKind': '2', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1950819475.shtml', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '曾先生', 'recruiterTitle': '产品总监', 'chatted': False, 'imId': '620a8f9c7cea1534b0b324cf6014f601', 'imUserType': '2', 'recruiterId': '2163b67679c30c9e978371017cab98df', 'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'}, 'dataParams': 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'title': '产品策划经理', 'topJob': False, 'refreshTime': '20221126193855', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=37', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'jobKind': '2', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1954470799.shtml', 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterName': '赵先生', 'recruiterTitle': 'HRBP', 'chatted': False, 'imId': '6250aaca3ec943b478efc05f67c8e059', 'imUserType': '2', 'recruiterId': 'de463aab8b07bb8a0c3300b787802c45', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'dataParams': 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'topJob': False, 'refreshTime': '20191120100426', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=38', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'jobKind': '2', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1924843993.shtml', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '郑先生', 'recruiterTitle': '产品经理', 'chatted': False, 'imId': '431186eac4296abce030375514342674', 'imUserType': '2', 'recruiterId': 'bf206d9899a4e0531bbbd5314febbce1', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'dataParams': 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'产品经理（合伙人）', 'topJob': False, 'refreshTime': '20211018160909', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=39', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'jobKind': '2', 'requireWorkYears': '经验不限', 'link': 'https://www.liepin.com/job/1932939013.shtml', 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterName': '王先生', 'recruiterTitle': '合伙人', 'chatted': False, 'imId': '5f3473079fe7d907dfb6df235db455f2', 'imUserType': '2', 'recruiterId': 'cd7ad3180b3da658793aa6e6534d8619', 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'}, 'dataParams': 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'hasNext': False}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}}}\n"
     ]
    }
   ],
   "source": [
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b454b086",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"recruiterName\":\"谢先生\",\"jobId\":\"40209551\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>8-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>40209551</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230404132849</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>b7b40e6c60ce3f83edfb03140d359c64</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>9874217</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"39692293\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>10-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>39692293</td>\n",
       "      <td>金融产品经理（荔湾）</td>\n",
       "      <td>False</td>\n",
       "      <td>20230420134556</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>9d9295f7a1f638c6236e426b5716e306</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>9874217</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"recruiterName\":\"齐先生\",\"jobId\":\"56880719\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[产品研发, 售后精品, 汽车周边, 产品管理]</td>\n",
       "      <td>20-24k·15薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>56880719</td>\n",
       "      <td>综合产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230312214411</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2d5b7f3f9079eb1510d3dc2c58900bee</td>\n",
       "      <td>640aef4747903463b532bd2c01u.png</td>\n",
       "      <td>B轮</td>\n",
       "      <td>634e43cd5f9dbd49324c45d307u.png</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>13304915</td>\n",
       "      <td>超境汽车</td>\n",
       "      <td>https://www.liepin.com/company/13304915/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"recruiterName\":\"赵先生\",\"jobId\":\"57774837\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[证券类]</td>\n",
       "      <td>95-190k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>57774837</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230413144105</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2d0de3bc235cbab3fc2fe9bd357df766</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1421537</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"recruiterName\":\"陈先生\",\"jobId\":\"56178225\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[AI人工智能产品, 增长产品, 电子/半导体/集成电路, 人工智能, 科研/技术服务, 制...</td>\n",
       "      <td>20-30k·15薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>56178225</td>\n",
       "      <td>工业软件类产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230421144646</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>bff8ec01d90be3ea5ed16923a471d079</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>政府/公共事业</td>\n",
       "      <td>13271473</td>\n",
       "      <td>琶洲实验室(黄埔)</td>\n",
       "      <td>https://www.liepin.com/company/13271473/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobId\":\"57627715\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[风控产品, 金融产品, 供应链产品, 金融行业, 金融理财/贷款, 房地产金融, 产品设计...</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57627715</td>\n",
       "      <td>产品经理（广州金控集团全资二级企业）</td>\n",
       "      <td>False</td>\n",
       "      <td>20230410114620</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>4c2f3f16d6f207471cdad3e4ea2af6e8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61c1924e642c8c0bf718876205u.png</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>12447389</td>\n",
       "      <td>广金征信</td>\n",
       "      <td>https://www.liepin.com/company/12447389/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"recruiterName\":\"庞先生\",\"jobId\":\"56894805\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[直播, 数据分析]</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>56894805</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230313014324</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>aad3d8eccb18b5d98f883f916cd83b3b</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61a300391bd4fb704ed9330d05u.jpg</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>13222749</td>\n",
       "      <td>广东货多多物流科技股份有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13222749/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"recruiterName\":\"马女士\",\"jobId\":\"48569067\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[高通量测序, 质谱, 组学]</td>\n",
       "      <td>12-22k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>48569067</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20221203095331</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>b6316bedce83f31ea70e655910d89215</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>B轮</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>8620614</td>\n",
       "      <td>深圳承启生物科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/8620614/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"recruiterName\":\"杨女士\",\"jobId\":\"48899397\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[酒店行业, 烟草酒水, 住宿/餐饮业, 旅游行业]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>48899397</td>\n",
       "      <td>境外酒店产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230309153354</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>ac53287cf887cb447b2552f18be0733a</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60f0ea83310b5804943562da04u.png</td>\n",
       "      <td>旅游</td>\n",
       "      <td>12832725</td>\n",
       "      <td>广州喜玩国际旅行社有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12832725/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"recruiterName\":\"范先生\",\"jobId\":\"55865791\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>55865791</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230207101810</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>9ba47e9cb781604871dc722f3e2cde0f</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>12322507</td>\n",
       "      <td>三和创赢资产管理(深圳)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12322507/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"39590177\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>39590177</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230208134036</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>dcd1dddf83030297f7380afd6294198b</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>9874217</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"recruiterName\":\"冯先生\",\"jobId\":\"35501707\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[有药品推广经验]</td>\n",
       "      <td>8-12k</td>\n",
       "      <td>广州</td>\n",
       "      <td>35501707</td>\n",
       "      <td>学术专员，产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230319130324</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>d2ac9a8cac5bbad3e8c85cbad3b5eaf1</td>\n",
       "      <td>60fa5ce8df272149fdbf40d404u.png</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>5bfe92c074719d9f609a7b5803a.png</td>\n",
       "      <td>制药</td>\n",
       "      <td>8586248</td>\n",
       "      <td>上药国风</td>\n",
       "      <td>https://www.liepin.com/company/8586248/</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"recruiterName\":\"华先生\",\"jobId\":\"57760491\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[内容产品, 产品设计]</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>57760491</td>\n",
       "      <td>内容产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230413081853</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>4e80374f2d54473f6a78bbbd1d0670de</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5bfea07874719d2aa34bf84b03a.png</td>\n",
       "      <td>汽车零部件及配件</td>\n",
       "      <td>1066468</td>\n",
       "      <td>江苏新日电动车有限公司网站</td>\n",
       "      <td>https://www.liepin.com/company/1066468/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"recruiterName\":\"范先生\",\"jobId\":\"55865853\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>55865853</td>\n",
       "      <td>基金产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230207101835</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>9ba47e9cb781604871dc722f3e2cde0f</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>12322507</td>\n",
       "      <td>三和创赢资产管理(深圳)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12322507/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"recruiterName\":\"颜女士\",\"jobId\":\"53309779\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[产品]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>53309779</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230321173610</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>93f83bf9782514f16a294ddee29b6df1</td>\n",
       "      <td>6353b3472543000378bf170d06u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>62356300eb1f3f771fc8d74905u.jpg</td>\n",
       "      <td>其他金融</td>\n",
       "      <td>9979087</td>\n",
       "      <td>壹帮贷</td>\n",
       "      <td>https://www.liepin.com/company/9979087/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"recruiterName\":\"娄先生\",\"jobId\":\"53500989\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>12-15k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>53500989</td>\n",
       "      <td>国际产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20221205171441</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>76fd9923d36f29acbba676ac01c0312a</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5df710cecd52473b9406564e04u.png</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>9630390</td>\n",
       "      <td>重庆新赛亚生物科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9630390/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobId\":\"51518577\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[电商, 产品, 供应链]</td>\n",
       "      <td>30-45k·15薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>51518577</td>\n",
       "      <td>国际化电商-供应链产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20220824103340</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5b9ab7c2faadaf65ab11eb16ab3fb853</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>其他</td>\n",
       "      <td>5d887b5528021708fa52b44403u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>7863078</td>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/company/7863078/</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"recruiterName\":\"杨女士\",\"jobId\":\"50049661\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[韩语]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>50049661</td>\n",
       "      <td>韩国酒店产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20220712104907</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>ac53287cf887cb447b2552f18be0733a</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60f0ea83310b5804943562da04u.png</td>\n",
       "      <td>旅游</td>\n",
       "      <td>12832725</td>\n",
       "      <td>广州喜玩国际旅行社有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12832725/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"recruiterName\":\"汪先生\",\"jobId\":\"54917713\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[医院]</td>\n",
       "      <td>6-11k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>54917713</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20221206170830</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>8d854a54839b5e4540bd293bbc773165</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>13328275</td>\n",
       "      <td>广州市雨锦高新科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13328275/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"recruiterName\":\"周先生\",\"jobId\":\"53906437\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>53906437</td>\n",
       "      <td>广发证券金融产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20221114170838</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>979e59e135a854bf967bde6368a9a19c</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>9874217</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"recruiterName\":\"毛先生\",\"jobId\":\"55636839\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[电销经理]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>55636839</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230130174517</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>e9cf70643c7eae8d9e73c46115eab04d</td>\n",
       "      <td>63d78fce00661523d507808007u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>银行</td>\n",
       "      <td>13398171</td>\n",
       "      <td>广州汇宸按揭服务有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13398171/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"recruiterName\":\"余女士\",\"jobId\":\"56730079\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[金融产品经理, 五险一金, 定期体检, 带薪年假, 专业培训, 绩效奖金]</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>56730079</td>\n",
       "      <td>广发证券股份有限公司广州农林下路证券营业部-金融产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230306165502</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>15e0f493a55c14bb6f3493ae47691f5b</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>6244e71f327ecf47c93d38e307u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>13453209</td>\n",
       "      <td>广发证券股份有限公司广州农林下路证券营业部</td>\n",
       "      <td>https://www.liepin.com/company/13453209/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"recruiterName\":\"黄先生\",\"jobId\":\"24456645\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[客户管理, 合同管理, 保险产品设计, 区域销售]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>24456645</td>\n",
       "      <td>产品销售经理（金融BI/大数据）</td>\n",
       "      <td>False</td>\n",
       "      <td>20191030184909</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>9fb629944ff315a480507cf9f41ddd45</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5e858fd337483e328d6f71b808u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>3826049</td>\n",
       "      <td>长亮</td>\n",
       "      <td>https://www.liepin.com/company/3826049/</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"recruiterName\":\"杨女士\",\"jobId\":\"54125519\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[市场调研]</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>54125519</td>\n",
       "      <td>产品经理（学术推广）-广东</td>\n",
       "      <td>False</td>\n",
       "      <td>20221222110703</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>8a61e0b7e42060b225a8a83c0cbc4e49</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5c666954261c45f22d52ea6306u.jpg</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>9848125</td>\n",
       "      <td>深圳市新产业生物医学工程股份有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9848125/</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"recruiterName\":\"谭先生\",\"jobId\":\"23816695\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[项目管理, 产品策划, 汽车用品, 供应链, 生命周期]</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>23816695</td>\n",
       "      <td>产品经理/主管</td>\n",
       "      <td>False</td>\n",
       "      <td>20190928112620</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>354c1d7a343b2ce9c618e418cefc01a4</td>\n",
       "      <td>5aa73c3f8e50ff393a42297706a.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>10211243</td>\n",
       "      <td>广州众联晟通科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/10211243/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"recruiterName\":\"周先生\",\"jobId\":\"47999307\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[消费品, to C, 产品规划, 需求分析, 用户研究, 竞品分析, 产品设计, 产品优化]</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>47999307</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20220313195751</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>294b91a820e187e5a3c24939ea572f99</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>12979705</td>\n",
       "      <td>广东合兴食用油有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12979705/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"recruiterName\":\"胡先生\",\"jobId\":\"55980327\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[定价/竞价产品, 海外产品, 策略产品, 化妆品, 市场调研, 产品规划, 用户研究, 竞...</td>\n",
       "      <td>15-30k·14薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>55980327</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230209190007</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>724911bf520dc40d8f99608c7d1ee0af</td>\n",
       "      <td>63e98cf04b15ad2cab01b29804u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>13413369</td>\n",
       "      <td>广州娇肤兰科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13413369/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobId\":\"53594799\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[平台产品, 产品规划, 产品设计, Axure, 需求挖掘, 后台产品, 医疗行业, to...</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>53594799</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20221103164916</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>4e366650a4524c9c02563d153d186cb7</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5bfea50674719d2aa34cd5f403a.png</td>\n",
       "      <td>制药</td>\n",
       "      <td>1620248</td>\n",
       "      <td>大参林集团</td>\n",
       "      <td>https://www.liepin.com/company/1620248/</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"recruiterName\":\"钟女士\",\"jobId\":\"24572291\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>24572291</td>\n",
       "      <td>生命科学（分子检测）LIMS产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20220506134104</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>8665c85bb8b8067e91ab131ef8374d4e</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5d9d75b136bdfe73649d8ada04u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>889256</td>\n",
       "      <td>北京三维天地科技股份有限公司</td>\n",
       "      <td>https://www.liepin.com/company/889256/</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"recruiterName\":\"胡先生\",\"jobId\":\"55978801\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[国企, 13薪, 年终奖]</td>\n",
       "      <td>9-14k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>55978801</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230209181306</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>d011cf1ea9220037dae4678703cb61f9</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61c1924e642c8c0bf718876205u.png</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>12447389</td>\n",
       "      <td>广金征信</td>\n",
       "      <td>https://www.liepin.com/company/12447389/</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"recruiterName\":\"任先生\",\"jobId\":\"53561071\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[基金类, 互联网金融类, 股票类]</td>\n",
       "      <td>8-13k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>53561071</td>\n",
       "      <td>基金产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20221102173509</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>fbacd66b8dfcad85902603f9a39d9d15</td>\n",
       "      <td>636211157f270e6a8bfd345002u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>13252887</td>\n",
       "      <td>武汉花弘私募基金管理有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13252887/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"recruiterName\":\"李先生\",\"jobId\":\"32885897\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>32885897</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20201023185155</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>bffa593d70ffa95afd321cfacda50d38</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12442535</td>\n",
       "      <td>广州锋顺汽车贸易有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12442535/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"jobId\":\"48163899\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>48163899</td>\n",
       "      <td>区域产品经理（mNGS）-西安/广州/上海</td>\n",
       "      <td>False</td>\n",
       "      <td>20221008103218</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6a7083e1f3e2922d3b5fb2b9a2385c0d</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "      <td>5f5efd659d37de58797398ed01u.png</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>10157239</td>\n",
       "      <td>予果生物</td>\n",
       "      <td>https://www.liepin.com/company/10157239/</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"recruiterName\":\"田先生\",\"jobId\":\"43530969\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>7-10k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>43530969</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20220516121015</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5553774e1dfc4bd94e578f26109225be</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5ec39993f2540204574caa5008u.jpg</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>8080810</td>\n",
       "      <td>汤臣倍健</td>\n",
       "      <td>https://www.liepin.com/company/8080810/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"recruiterName\":\"陈先生\",\"jobId\":\"49302939\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[新生儿科, 临床, 护理, 护理类医疗设备]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>49302939</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20220428110907</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>459ba3d5db567f7d944b94091d59af12</td>\n",
       "      <td>626a051e85a210193f705c4303u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9c1e74719df0ac9a26b903a.png</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>7898956</td>\n",
       "      <td>深圳市科曼医疗设备有限公司</td>\n",
       "      <td>https://www.liepin.com/company/7898956/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"53924103\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>53924103</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20230420101840</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>669e5f90772d8c1feb368512b0f92d2f</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>9874217</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"recruiterName\":\"曾先生\",\"jobId\":\"50819475\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[金融产品, 风控产品, AI人工智能产品]</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>50819475</td>\n",
       "      <td>金融数据产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20220701160913</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2163b67679c30c9e978371017cab98df</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>62539bd454fa06672bd3111f05u.jpg</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>13185809</td>\n",
       "      <td>惠龙邦</td>\n",
       "      <td>https://www.liepin.com/company/13185809/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"recruiterName\":\"赵先生\",\"jobId\":\"54470799\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[产品规划]</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>54470799</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>False</td>\n",
       "      <td>20221126193855</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>de463aab8b07bb8a0c3300b787802c45</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6166904c0270aa179ab212c001u.png</td>\n",
       "      <td>酒店/民宿</td>\n",
       "      <td>7943190</td>\n",
       "      <td>东呈集团</td>\n",
       "      <td>https://www.liepin.com/company/7943190/</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"recruiterName\":\"郑先生\",\"jobId\":\"24843993\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[化妆品销售总监]</td>\n",
       "      <td>7-12k</td>\n",
       "      <td>广州</td>\n",
       "      <td>24843993</td>\n",
       "      <td>产品经理/主管</td>\n",
       "      <td>False</td>\n",
       "      <td>20191120100426</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>bf206d9899a4e0531bbbd5314febbce1</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>10260679</td>\n",
       "      <td>广州新视野化妆品有限公司</td>\n",
       "      <td>https://www.liepin.com/company/10260679/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"recruiterName\":\"王先生\",\"jobId\":\"32939013\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[saas]</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>32939013</td>\n",
       "      <td>产品经理（合伙人）</td>\n",
       "      <td>False</td>\n",
       "      <td>20211018160909</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=1&amp;d...</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>cd7ad3180b3da658793aa6e6534d8619</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>12244247</td>\n",
       "      <td>广州数方网络科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12244247/</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"谢先生\",\"jobId\":\"40209551\",\"imI...   \n",
       "1   {\"recruiterName\":\"李女士\",\"jobId\":\"39692293\",\"imI...   \n",
       "2   {\"recruiterName\":\"齐先生\",\"jobId\":\"56880719\",\"imI...   \n",
       "3   {\"recruiterName\":\"赵先生\",\"jobId\":\"57774837\",\"imI...   \n",
       "4   {\"recruiterName\":\"陈先生\",\"jobId\":\"56178225\",\"imI...   \n",
       "5   {\"recruiterName\":\"黄女士\",\"jobId\":\"57627715\",\"imI...   \n",
       "6   {\"recruiterName\":\"庞先生\",\"jobId\":\"56894805\",\"imI...   \n",
       "7   {\"recruiterName\":\"马女士\",\"jobId\":\"48569067\",\"imI...   \n",
       "8   {\"recruiterName\":\"杨女士\",\"jobId\":\"48899397\",\"imI...   \n",
       "9   {\"recruiterName\":\"范先生\",\"jobId\":\"55865791\",\"imI...   \n",
       "10  {\"recruiterName\":\"李女士\",\"jobId\":\"39590177\",\"imI...   \n",
       "11  {\"recruiterName\":\"冯先生\",\"jobId\":\"35501707\",\"imI...   \n",
       "12  {\"recruiterName\":\"华先生\",\"jobId\":\"57760491\",\"imI...   \n",
       "13  {\"recruiterName\":\"范先生\",\"jobId\":\"55865853\",\"imI...   \n",
       "14  {\"recruiterName\":\"颜女士\",\"jobId\":\"53309779\",\"imI...   \n",
       "15  {\"recruiterName\":\"娄先生\",\"jobId\":\"53500989\",\"imI...   \n",
       "16  {\"recruiterName\":\"黄女士\",\"jobId\":\"51518577\",\"imI...   \n",
       "17  {\"recruiterName\":\"杨女士\",\"jobId\":\"50049661\",\"imI...   \n",
       "18  {\"recruiterName\":\"汪先生\",\"jobId\":\"54917713\",\"imI...   \n",
       "19  {\"recruiterName\":\"周先生\",\"jobId\":\"53906437\",\"imI...   \n",
       "20  {\"recruiterName\":\"毛先生\",\"jobId\":\"55636839\",\"imI...   \n",
       "21  {\"recruiterName\":\"余女士\",\"jobId\":\"56730079\",\"imI...   \n",
       "22  {\"recruiterName\":\"黄先生\",\"jobId\":\"24456645\",\"imI...   \n",
       "23  {\"recruiterName\":\"杨女士\",\"jobId\":\"54125519\",\"imI...   \n",
       "24  {\"recruiterName\":\"谭先生\",\"jobId\":\"23816695\",\"imI...   \n",
       "25  {\"recruiterName\":\"周先生\",\"jobId\":\"47999307\",\"imI...   \n",
       "26  {\"recruiterName\":\"胡先生\",\"jobId\":\"55980327\",\"imI...   \n",
       "27  {\"recruiterName\":\"黄女士\",\"jobId\":\"53594799\",\"imI...   \n",
       "28  {\"recruiterName\":\"钟女士\",\"jobId\":\"24572291\",\"imI...   \n",
       "29  {\"recruiterName\":\"胡先生\",\"jobId\":\"55978801\",\"imI...   \n",
       "30  {\"recruiterName\":\"任先生\",\"jobId\":\"53561071\",\"imI...   \n",
       "31  {\"recruiterName\":\"李先生\",\"jobId\":\"32885897\",\"imI...   \n",
       "32  {\"recruiterName\":\"王女士\",\"jobId\":\"48163899\",\"imI...   \n",
       "33  {\"recruiterName\":\"田先生\",\"jobId\":\"43530969\",\"imI...   \n",
       "34  {\"recruiterName\":\"陈先生\",\"jobId\":\"49302939\",\"imI...   \n",
       "35  {\"recruiterName\":\"李女士\",\"jobId\":\"53924103\",\"imI...   \n",
       "36  {\"recruiterName\":\"曾先生\",\"jobId\":\"50819475\",\"imI...   \n",
       "37  {\"recruiterName\":\"赵先生\",\"jobId\":\"54470799\",\"imI...   \n",
       "38  {\"recruiterName\":\"郑先生\",\"jobId\":\"24843993\",\"imI...   \n",
       "39  {\"recruiterName\":\"王先生\",\"jobId\":\"32939013\",\"imI...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "\n",
       "                                           job.labels  job.salary  job.dq  \\\n",
       "0                                              [金融产品]       8-20k      广州   \n",
       "1                                              [金融产品]      10-25k      广州   \n",
       "2                            [产品研发, 售后精品, 汽车周边, 产品管理]  20-24k·15薪  广州-海珠区   \n",
       "3                                               [证券类]     95-190k  广州-越秀区   \n",
       "4   [AI人工智能产品, 增长产品, 电子/半导体/集成电路, 人工智能, 科研/技术服务, 制...  20-30k·15薪  广州-黄埔区   \n",
       "5   [风控产品, 金融产品, 供应链产品, 金融行业, 金融理财/贷款, 房地产金融, 产品设计...  12-20k·13薪  广州-天河区   \n",
       "6                                          [直播, 数据分析]      20-30k  广州-越秀区   \n",
       "7                                     [高通量测序, 质谱, 组学]      12-22k  广州-海珠区   \n",
       "8                          [酒店行业, 烟草酒水, 住宿/餐饮业, 旅游行业]      15-25k  广州-番禺区   \n",
       "9                                                  []      15-40k      广州   \n",
       "10                                             [金融产品]        5-8k  广州-番禺区   \n",
       "11                                          [有药品推广经验]       8-12k      广州   \n",
       "12                                       [内容产品, 产品设计]      20-30k      广州   \n",
       "13                                                 []      15-40k      广州   \n",
       "14                                               [产品]      10-15k  广州-天河区   \n",
       "15                                                 []      12-15k  广州-黄埔区   \n",
       "16                                      [电商, 产品, 供应链]  30-45k·15薪  广州-海珠区   \n",
       "17                                               [韩语]      15-25k  广州-番禺区   \n",
       "18                                               [医院]   6-11k·13薪  广州-番禺区   \n",
       "19                                                 []       5-10k  广州-黄埔区   \n",
       "20                                             [电销经理]      10-15k      广州   \n",
       "21             [金融产品经理, 五险一金, 定期体检, 带薪年假, 专业培训, 绩效奖金]       5-10k  广州-越秀区   \n",
       "22                         [客户管理, 合同管理, 保险产品设计, 区域销售]        薪资面议  广州-天河区   \n",
       "23                                             [市场调研]      15-20k      广州   \n",
       "24                      [项目管理, 产品策划, 汽车用品, 供应链, 生命周期]   8-12k·13薪  广州-黄埔区   \n",
       "25    [消费品, to C, 产品规划, 需求分析, 用户研究, 竞品分析, 产品设计, 产品优化]      20-30k  广州-南沙区   \n",
       "26  [定价/竞价产品, 海外产品, 策略产品, 化妆品, 市场调研, 产品规划, 用户研究, 竞...  15-30k·14薪  广州-白云区   \n",
       "27  [平台产品, 产品规划, 产品设计, Axure, 需求挖掘, 后台产品, 医疗行业, to...      20-30k  广州-荔湾区   \n",
       "28                                                 []      20-30k  广州-天河区   \n",
       "29                                     [国企, 13薪, 年终奖]   9-14k·13薪  广州-天河区   \n",
       "30                                 [基金类, 互联网金融类, 股票类]   8-13k·13薪  广州-海珠区   \n",
       "31                                                 []      10-15k      广州   \n",
       "32                                                 []      10-15k  广州-越秀区   \n",
       "33                                                 []   7-10k·13薪  广州-黄埔区   \n",
       "34                            [新生儿科, 临床, 护理, 护理类医疗设备]      15-25k      广州   \n",
       "35                                             [金融产品]       5-10k  广州-天河区   \n",
       "36                             [金融产品, 风控产品, AI人工智能产品]      20-30k  广州-天河区   \n",
       "37                                             [产品规划]      15-20k  广州-白云区   \n",
       "38                                          [化妆品销售总监]       7-12k      广州   \n",
       "39                                             [saas]      10-20k  广州-黄埔区   \n",
       "\n",
       "   job.jobId                     job.title  job.topJob job.refreshTime  \\\n",
       "0   40209551                        金融产品经理       False  20230404132849   \n",
       "1   39692293                    金融产品经理（荔湾）       False  20230420134556   \n",
       "2   56880719                        综合产品经理       False  20230312214411   \n",
       "3   57774837                        金融产品经理       False  20230413144105   \n",
       "4   56178225                     工业软件类产品经理       False  20230421144646   \n",
       "5   57627715            产品经理（广州金控集团全资二级企业）       False  20230410114620   \n",
       "6   56894805                          产品经理       False  20230313014324   \n",
       "7   48569067                          产品经理       False  20221203095331   \n",
       "8   48899397                      境外酒店产品经理       False  20230309153354   \n",
       "9   55865791                          产品经理       False  20230207101810   \n",
       "10  39590177                        金融产品经理       False  20230208134036   \n",
       "11  35501707                     学术专员，产品经理       False  20230319130324   \n",
       "12  57760491                        内容产品经理       False  20230413081853   \n",
       "13  55865853                        基金产品经理       False  20230207101835   \n",
       "14  53309779                        金融产品经理       False  20230321173610   \n",
       "15  53500989                        国际产品经理       False  20221205171441   \n",
       "16  51518577                 国际化电商-供应链产品经理       False  20220824103340   \n",
       "17  50049661                      韩国酒店产品经理       False  20220712104907   \n",
       "18  54917713                          产品经理       False  20221206170830   \n",
       "19  53906437                    广发证券金融产品经理       False  20221114170838   \n",
       "20  55636839                        金融产品经理       False  20230130174517   \n",
       "21  56730079  广发证券股份有限公司广州农林下路证券营业部-金融产品经理       False  20230306165502   \n",
       "22  24456645              产品销售经理（金融BI/大数据）       False  20191030184909   \n",
       "23  54125519                 产品经理（学术推广）-广东       False  20221222110703   \n",
       "24  23816695                       产品经理/主管       False  20190928112620   \n",
       "25  47999307                          产品经理       False  20220313195751   \n",
       "26  55980327                          产品经理       False  20230209190007   \n",
       "27  53594799                        高级产品经理       False  20221103164916   \n",
       "28  24572291            生命科学（分子检测）LIMS产品经理       False  20220506134104   \n",
       "29  55978801                          产品经理       False  20230209181306   \n",
       "30  53561071                        基金产品经理       False  20221102173509   \n",
       "31  32885897                        数据产品经理       False  20201023185155   \n",
       "32  48163899         区域产品经理（mNGS）-西安/广州/上海       False  20221008103218   \n",
       "33  43530969                          产品经理       False  20220516121015   \n",
       "34  49302939                          产品经理       False  20220428110907   \n",
       "35  53924103                        金融产品经理       False  20230420101840   \n",
       "36  50819475                      金融数据产品经理       False  20220701160913   \n",
       "37  54470799                        产品策划经理       False  20221126193855   \n",
       "38  24843993                       产品经理/主管       False  20191120100426   \n",
       "39  32939013                     产品经理（合伙人）       False  20211018160909   \n",
       "\n",
       "                                       job.dataPromId  ...  \\\n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "5   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "6   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "7   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "8   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "9   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "10  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "11  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "12  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "13  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "14  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "15  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "16  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "17  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "18  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "19  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "20  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "21  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "22  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "23  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "24  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "25  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "26  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "27  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "28  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "29  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "30  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "31  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "32  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "33  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "34  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "35  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "36  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "37  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "38  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "39  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       "\n",
       "   recruiter.imUserType             recruiter.recruiterId  \\\n",
       "0                     2  b7b40e6c60ce3f83edfb03140d359c64   \n",
       "1                     2  9d9295f7a1f638c6236e426b5716e306   \n",
       "2                     2  2d5b7f3f9079eb1510d3dc2c58900bee   \n",
       "3                     2  2d0de3bc235cbab3fc2fe9bd357df766   \n",
       "4                     2  bff8ec01d90be3ea5ed16923a471d079   \n",
       "5                     2  4c2f3f16d6f207471cdad3e4ea2af6e8   \n",
       "6                     2  aad3d8eccb18b5d98f883f916cd83b3b   \n",
       "7                     2  b6316bedce83f31ea70e655910d89215   \n",
       "8                     2  ac53287cf887cb447b2552f18be0733a   \n",
       "9                     2  9ba47e9cb781604871dc722f3e2cde0f   \n",
       "10                    2  dcd1dddf83030297f7380afd6294198b   \n",
       "11                    2  d2ac9a8cac5bbad3e8c85cbad3b5eaf1   \n",
       "12                    2  4e80374f2d54473f6a78bbbd1d0670de   \n",
       "13                    2  9ba47e9cb781604871dc722f3e2cde0f   \n",
       "14                    2  93f83bf9782514f16a294ddee29b6df1   \n",
       "15                    2  76fd9923d36f29acbba676ac01c0312a   \n",
       "16                    2  5b9ab7c2faadaf65ab11eb16ab3fb853   \n",
       "17                    2  ac53287cf887cb447b2552f18be0733a   \n",
       "18                    2  8d854a54839b5e4540bd293bbc773165   \n",
       "19                    2  979e59e135a854bf967bde6368a9a19c   \n",
       "20                    2  e9cf70643c7eae8d9e73c46115eab04d   \n",
       "21                    2  15e0f493a55c14bb6f3493ae47691f5b   \n",
       "22                    2  9fb629944ff315a480507cf9f41ddd45   \n",
       "23                    2  8a61e0b7e42060b225a8a83c0cbc4e49   \n",
       "24                    2  354c1d7a343b2ce9c618e418cefc01a4   \n",
       "25                    2  294b91a820e187e5a3c24939ea572f99   \n",
       "26                    2  724911bf520dc40d8f99608c7d1ee0af   \n",
       "27                    2  4e366650a4524c9c02563d153d186cb7   \n",
       "28                    2  8665c85bb8b8067e91ab131ef8374d4e   \n",
       "29                    2  d011cf1ea9220037dae4678703cb61f9   \n",
       "30                    2  fbacd66b8dfcad85902603f9a39d9d15   \n",
       "31                    2  bffa593d70ffa95afd321cfacda50d38   \n",
       "32                    2  6a7083e1f3e2922d3b5fb2b9a2385c0d   \n",
       "33                    2  5553774e1dfc4bd94e578f26109225be   \n",
       "34                    2  459ba3d5db567f7d944b94091d59af12   \n",
       "35                    2  669e5f90772d8c1feb368512b0f92d2f   \n",
       "36                    2  2163b67679c30c9e978371017cab98df   \n",
       "37                    2  de463aab8b07bb8a0c3300b787802c45   \n",
       "38                    2  bf206d9899a4e0531bbbd5314febbce1   \n",
       "39                    2  cd7ad3180b3da658793aa6e6534d8619   \n",
       "\n",
       "           recruiter.recruiterPhoto comp.compStage  \\\n",
       "0   5f8f986c79c7cc70efbf36c808u.jpg           港股上市   \n",
       "1   5f8f9865ea60860b75384fa508u.jpg           港股上市   \n",
       "2   640aef4747903463b532bd2c01u.png             B轮   \n",
       "3   5f8f986c79c7cc70efbf36c808u.jpg            已上市   \n",
       "4   5f8f98698dbe6273dcf8516008u.jpg            NaN   \n",
       "5   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       "6   5f8f98698dbe6273dcf8516008u.jpg            NaN   \n",
       "7   5f8f98648dbe6273dcf8515508u.jpg             B轮   \n",
       "8   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       "9   5f8f986aea60860b75384fab08u.jpg            NaN   \n",
       "10  5f8f986779c7cc70efbf36c008u.jpg           港股上市   \n",
       "11  60fa5ce8df272149fdbf40d404u.png           战略投资   \n",
       "12  5f8f98698dbe6273dcf8516008u.jpg         沪深A股上市   \n",
       "13  5f8f986aea60860b75384fab08u.jpg            NaN   \n",
       "14  6353b3472543000378bf170d06u.png          融资未公开   \n",
       "15  5f8f98698dbe6273dcf8516008u.jpg            NaN   \n",
       "16  5f8f9865ea60860b75384fa508u.jpg             其他   \n",
       "17  5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       "18  5f8f986aea60860b75384fab08u.jpg            NaN   \n",
       "19  5f8f9868f6d1ab58476f24a008u.jpg           港股上市   \n",
       "20  63d78fce00661523d507808007u.png            NaN   \n",
       "21  5f8f9865ea60860b75384fa508u.jpg          融资未公开   \n",
       "22  5f8f986bdfb13a7dee342f2108u.jpg         沪深A股上市   \n",
       "23  5f8f9865ea60860b75384fa508u.jpg         沪深A股上市   \n",
       "24  5aa73c3f8e50ff393a42297706a.png            NaN   \n",
       "25  5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       "26  63e98cf04b15ad2cab01b29804u.png            NaN   \n",
       "27  5f8f9863f6d1ab58476f246a08u.jpg         沪深A股上市   \n",
       "28  5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       "29  5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       "30  636211157f270e6a8bfd345002u.png            NaN   \n",
       "31  5f8f986bdfb13a7dee342f2108u.jpg            NaN   \n",
       "32  5f8f986779c7cc70efbf36c008u.jpg             A轮   \n",
       "33  5f8f986c79c7cc70efbf36c808u.jpg         沪深A股上市   \n",
       "34  626a051e85a210193f705c4303u.png            NaN   \n",
       "35  5f8f9865ea60860b75384fa508u.jpg           港股上市   \n",
       "36  5f8f98698dbe6273dcf8516008u.jpg            天使轮   \n",
       "37  5f8f986bdfb13a7dee342f2108u.jpg            NaN   \n",
       "38  5f8f986bdfb13a7dee342f2108u.jpg            NaN   \n",
       "39  5f8f986c79c7cc70efbf36c808u.jpg            NaN   \n",
       "\n",
       "                      comp.compLogo comp.compIndustry comp.compId  \\\n",
       "0   60ab7b474005a2070875f99702u.png          基金/证券/期货     9874217   \n",
       "1   60ab7b474005a2070875f99702u.png          基金/证券/期货     9874217   \n",
       "2   634e43cd5f9dbd49324c45d307u.png              整车制造    13304915   \n",
       "3   5bfea33774719d2aa34c7eb903a.png          基金/证券/期货     1421537   \n",
       "4   61b07937d0458d53c627567e02u.jpg           政府/公共事业    13271473   \n",
       "5   61c1924e642c8c0bf718876205u.png            专业技术服务    12447389   \n",
       "6   61a300391bd4fb704ed9330d05u.jpg            专业技术服务    13222749   \n",
       "7   61b07937d0458d53c627567e02u.jpg              生物技术     8620614   \n",
       "8   60f0ea83310b5804943562da04u.png                旅游    12832725   \n",
       "9   61b07937d0458d53c627567e02u.jpg          基金/证券/期货    12322507   \n",
       "10  60ab7b474005a2070875f99702u.png          基金/证券/期货     9874217   \n",
       "11  5bfe92c074719d9f609a7b5803a.png                制药     8586248   \n",
       "12  5bfea07874719d2aa34bf84b03a.png          汽车零部件及配件     1066468   \n",
       "13  61b07937d0458d53c627567e02u.jpg          基金/证券/期货    12322507   \n",
       "14  62356300eb1f3f771fc8d74905u.jpg              其他金融     9979087   \n",
       "15  5df710cecd52473b9406564e04u.png              医疗器械     9630390   \n",
       "16  5d887b5528021708fa52b44403u.jpg               互联网     7863078   \n",
       "17  60f0ea83310b5804943562da04u.png                旅游    12832725   \n",
       "18  61b07937d0458d53c627567e02u.jpg              医疗器械    13328275   \n",
       "19  60ab7b474005a2070875f99702u.png          基金/证券/期货     9874217   \n",
       "20  61b07937d0458d53c627567e02u.jpg                银行    13398171   \n",
       "21  6244e71f327ecf47c93d38e307u.jpg          基金/证券/期货    13453209   \n",
       "22  5e858fd337483e328d6f71b808u.jpg             计算机软件     3826049   \n",
       "23  5c666954261c45f22d52ea6306u.jpg              医疗器械     9848125   \n",
       "24  61b07937d0458d53c627567e02u.jpg              培训服务    10211243   \n",
       "25  61b07937d0458d53c627567e02u.jpg             批发/零售    12979705   \n",
       "26  61b07937d0458d53c627567e02u.jpg              电子商务    13413369   \n",
       "27  5bfea50674719d2aa34cd5f403a.png                制药     1620248   \n",
       "28  5d9d75b136bdfe73649d8ada04u.png             计算机软件      889256   \n",
       "29  61c1924e642c8c0bf718876205u.png            专业技术服务    12447389   \n",
       "30  61b07937d0458d53c627567e02u.jpg          基金/证券/期货    13252887   \n",
       "31  61b07937d0458d53c627567e02u.jpg               NaN    12442535   \n",
       "32  5f5efd659d37de58797398ed01u.png              生物技术    10157239   \n",
       "33  5ec39993f2540204574caa5008u.jpg          食品/饮料/酒水     8080810   \n",
       "34  5bfe9c1e74719df0ac9a26b903a.png              医疗器械     7898956   \n",
       "35  60ab7b474005a2070875f99702u.png          基金/证券/期货     9874217   \n",
       "36  62539bd454fa06672bd3111f05u.jpg              科技金融    13185809   \n",
       "37  6166904c0270aa179ab212c001u.png             酒店/民宿     7943190   \n",
       "38  61b07937d0458d53c627567e02u.jpg             批发/零售    10260679   \n",
       "39  61b07937d0458d53c627567e02u.jpg              培训服务    12244247   \n",
       "\n",
       "            comp.compName                                 comp.link  \\\n",
       "0         广发证券股份有限公司广州分公司   https://www.liepin.com/company/9874217/   \n",
       "1         广发证券股份有限公司广州分公司   https://www.liepin.com/company/9874217/   \n",
       "2                    超境汽车  https://www.liepin.com/company/13304915/   \n",
       "3                    广发证券   https://www.liepin.com/company/1421537/   \n",
       "4               琶洲实验室(黄埔)  https://www.liepin.com/company/13271473/   \n",
       "5                    广金征信  https://www.liepin.com/company/12447389/   \n",
       "6         广东货多多物流科技股份有限公司  https://www.liepin.com/company/13222749/   \n",
       "7            深圳承启生物科技有限公司   https://www.liepin.com/company/8620614/   \n",
       "8           广州喜玩国际旅行社有限公司  https://www.liepin.com/company/12832725/   \n",
       "9        三和创赢资产管理(深圳)有限公司  https://www.liepin.com/company/12322507/   \n",
       "10        广发证券股份有限公司广州分公司   https://www.liepin.com/company/9874217/   \n",
       "11                   上药国风   https://www.liepin.com/company/8586248/   \n",
       "12          江苏新日电动车有限公司网站   https://www.liepin.com/company/1066468/   \n",
       "13       三和创赢资产管理(深圳)有限公司  https://www.liepin.com/company/12322507/   \n",
       "14                    壹帮贷   https://www.liepin.com/company/9979087/   \n",
       "15          重庆新赛亚生物科技有限公司   https://www.liepin.com/company/9630390/   \n",
       "16                   字节跳动   https://www.liepin.com/company/7863078/   \n",
       "17          广州喜玩国际旅行社有限公司  https://www.liepin.com/company/12832725/   \n",
       "18          广州市雨锦高新科技有限公司  https://www.liepin.com/company/13328275/   \n",
       "19        广发证券股份有限公司广州分公司   https://www.liepin.com/company/9874217/   \n",
       "20           广州汇宸按揭服务有限公司  https://www.liepin.com/company/13398171/   \n",
       "21  广发证券股份有限公司广州农林下路证券营业部  https://www.liepin.com/company/13453209/   \n",
       "22                     长亮   https://www.liepin.com/company/3826049/   \n",
       "23     深圳市新产业生物医学工程股份有限公司   https://www.liepin.com/company/9848125/   \n",
       "24           广州众联晟通科技有限公司  https://www.liepin.com/company/10211243/   \n",
       "25            广东合兴食用油有限公司  https://www.liepin.com/company/12979705/   \n",
       "26            广州娇肤兰科技有限公司  https://www.liepin.com/company/13413369/   \n",
       "27                  大参林集团   https://www.liepin.com/company/1620248/   \n",
       "28         北京三维天地科技股份有限公司    https://www.liepin.com/company/889256/   \n",
       "29                   广金征信  https://www.liepin.com/company/12447389/   \n",
       "30         武汉花弘私募基金管理有限公司  https://www.liepin.com/company/13252887/   \n",
       "31           广州锋顺汽车贸易有限公司  https://www.liepin.com/company/12442535/   \n",
       "32                   予果生物  https://www.liepin.com/company/10157239/   \n",
       "33                   汤臣倍健   https://www.liepin.com/company/8080810/   \n",
       "34          深圳市科曼医疗设备有限公司   https://www.liepin.com/company/7898956/   \n",
       "35        广发证券股份有限公司广州分公司   https://www.liepin.com/company/9874217/   \n",
       "36                    惠龙邦  https://www.liepin.com/company/13185809/   \n",
       "37                   东呈集团   https://www.liepin.com/company/7943190/   \n",
       "38           广州新视野化妆品有限公司  https://www.liepin.com/company/10260679/   \n",
       "39           广州数方网络科技有限公司  https://www.liepin.com/company/12244247/   \n",
       "\n",
       "    comp.compScale  \n",
       "0       2000-5000人  \n",
       "1       2000-5000人  \n",
       "2         100-499人  \n",
       "3      5000-10000人  \n",
       "4         100-499人  \n",
       "5           50-99人  \n",
       "6           50-99人  \n",
       "7            1-49人  \n",
       "8         100-499人  \n",
       "9            1-49人  \n",
       "10      2000-5000人  \n",
       "11     5000-10000人  \n",
       "12      2000-5000人  \n",
       "13           1-49人  \n",
       "14          50-99人  \n",
       "15        100-499人  \n",
       "16        10000人以上  \n",
       "17        100-499人  \n",
       "18          50-99人  \n",
       "19      2000-5000人  \n",
       "20          50-99人  \n",
       "21          50-99人  \n",
       "22     5000-10000人  \n",
       "23      1000-2000人  \n",
       "24           1-49人  \n",
       "25           1-49人  \n",
       "26          50-99人  \n",
       "27        10000人以上  \n",
       "28        500-999人  \n",
       "29          50-99人  \n",
       "30           1-49人  \n",
       "31           1-49人  \n",
       "32        100-499人  \n",
       "33      2000-5000人  \n",
       "34      2000-5000人  \n",
       "35      2000-5000人  \n",
       "36           1-49人  \n",
       "37        10000人以上  \n",
       "38           1-49人  \n",
       "39           1-49人  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "499b1fe1",
   "metadata": {},
   "source": [
    "## 创建翻页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7ec31824",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "679bdc7e",
   "metadata": {},
   "source": [
    "## 创建payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fd5a8c04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 10,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 11,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 12,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 13,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 14,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 15,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 16,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 17,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 18,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 19,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 20,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(21):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a71cef84",
   "metadata": {},
   "source": [
    "## 批量储存数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ae5a5bc6",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'data'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[9], line 8\u001b[0m\n\u001b[0;32m      6\u001b[0m     response_data \u001b[38;5;241m=\u001b[39m r\u001b[38;5;241m.\u001b[39mjson()\n\u001b[0;32m      7\u001b[0m     \u001b[38;5;66;03m# example: print the number of job postings returned\u001b[39;00m\n\u001b[1;32m----> 8\u001b[0m     df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mjson_normalize(\u001b[43mresponse_data\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mdata\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mjobCardList\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[0;32m      9\u001b[0m     response_df\u001b[38;5;241m.\u001b[39mappend(df)\n\u001b[0;32m     10\u001b[0m response_df\n",
      "\u001b[1;31mKeyError\u001b[0m: 'data'"
     ]
    }
   ],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(i), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)\n",
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0ac4d3f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(response_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7d66d668",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022校招-营销中心-产品经理助理</th>\n",
       "      <td>%7B%22jobId%22%3A%2247544603%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"job...</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>47544603</td>\n",
       "      <td>8-10k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>20220926154947</td>\n",
       "      <td>应届</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>5da02d450c1585184590d96f08u.png</td>\n",
       "      <td>9803471.0</td>\n",
       "      <td>泰邦生物集团</td>\n",
       "      <td>https://www.liepin.com/company/9803471/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>制药</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023届提前批-产品经理 (MJ012344)</th>\n",
       "      <td>%7B%22jobId%22%3A%2257974857%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"job...</td>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>57974857</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>20230420135845</td>\n",
       "      <td>应届</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>5bfe954674719dc6ed7416af03a.png</td>\n",
       "      <td>693385.0</td>\n",
       "      <td>广联达</td>\n",
       "      <td>https://www.liepin.com/company/693385/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>互联网</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人力资源数据产品经理</th>\n",
       "      <td>%7B%22jobId%22%3A%2257191493%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"job...</td>\n",
       "      <td>[硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>57191493</td>\n",
       "      <td>19-20k·18薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>20230322141917</td>\n",
       "      <td>应届</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网学习平台产品经理</th>\n",
       "      <td>%7B%22jobId%22%3A%2257061851%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"job...</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>57061851</td>\n",
       "      <td>19-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>20230322132453</td>\n",
       "      <td>应届</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>光器件产品经理</th>\n",
       "      <td>%7B%22jobId%22%3A%2256924959%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>[硕士, 数据产品, 用户研究, 团队管理]</td>\n",
       "      <td>56924959</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>20230404115209</td>\n",
       "      <td>应届</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>61aeb56ca53a6d21af3c33ed04u.png</td>\n",
       "      <td>12753371.0</td>\n",
       "      <td>高勘(广州)技术有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12753371/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>A轮</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医药高级产品经理</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"5c8bfb4eac393c6170b4303312755fc2\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>45065379</td>\n",
       "      <td>28-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230413141917</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>62b917fafd62c54346e0081703u.jpg</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某大型知名医疗设备公司</td>\n",
       "      <td></td>\n",
       "      <td>500-999人</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>已上市</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"5c5a96c776e82dfe1e63805ea62138aa\",\"...</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>45135163</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230410121650</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>600e7297448a1b6f7d390d8201u.jpg</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州医疗器械上市公司</td>\n",
       "      <td></td>\n",
       "      <td>500-999人</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>已上市</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"9ccbd98c4200aa058ba0d06d22640688\",\"...</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>44610575</td>\n",
       "      <td>15-30k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230321173412</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>62183bf27baba65dd5bc963f07u.png</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州医疗器械上市公司</td>\n",
       "      <td></td>\n",
       "      <td>500-999人</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>已上市</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>线上零售产品经理</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"6e506516d847dc87c6643c80ebe460c7\",\"...</td>\n",
       "      <td>[平台产品, CRM产品, CRM系统, 批发/零售, to C, 产品设计, 团队管理, ...</td>\n",
       "      <td>45365317</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230417165025</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8fa3a78dbe6273dcf85e2608u.png</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型专业技术服务公司</td>\n",
       "      <td></td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>高级产品经理</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"d7b79be010cfe33bf90c61e3cf1076af\",\"...</td>\n",
       "      <td>[CRM, 新零售, 电子商务]</td>\n",
       "      <td>57500617</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230403144713</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>5d26aa823fa7ce27b2b2a75802u.jpg</td>\n",
       "      <td>10016817.0</td>\n",
       "      <td>广东万方建设有限公司广州分公司</td>\n",
       "      <td>https://www.liepin.com/company/10016817/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>工程施工</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>520 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                   dataInfo  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理        %7B%22jobId%22%3A%2247544603%22%2C%22ckId%22%3...   \n",
       "2023届提前批-产品经理 (MJ012344)  %7B%22jobId%22%3A%2257974857%22%2C%22ckId%22%3...   \n",
       "人力资源数据产品经理                %7B%22jobId%22%3A%2257191493%22%2C%22ckId%22%3...   \n",
       "互联网学习平台产品经理               %7B%22jobId%22%3A%2257061851%22%2C%22ckId%22%3...   \n",
       "光器件产品经理                   %7B%22jobId%22%3A%2256924959%22%2C%22ckId%22%3...   \n",
       "...                                                                     ...   \n",
       "医药高级产品经理                  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "产品经理                      %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "产品经理                      %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "线上零售产品经理                  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "高级产品经理                    %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                                                 dataParams  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理        {\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"job...   \n",
       "2023届提前批-产品经理 (MJ012344)  {\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"job...   \n",
       "人力资源数据产品经理                {\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"job...   \n",
       "互联网学习平台产品经理               {\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"job...   \n",
       "光器件产品经理                   {\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "...                                                                     ...   \n",
       "医药高级产品经理                  {\"userId\":\"5c8bfb4eac393c6170b4303312755fc2\",\"...   \n",
       "产品经理                      {\"userId\":\"5c5a96c776e82dfe1e63805ea62138aa\",\"...   \n",
       "产品经理                      {\"userId\":\"9ccbd98c4200aa058ba0d06d22640688\",\"...   \n",
       "线上零售产品经理                  {\"userId\":\"6e506516d847dc87c6643c80ebe460c7\",\"...   \n",
       "高级产品经理                    {\"userId\":\"d7b79be010cfe33bf90c61e3cf1076af\",\"...   \n",
       "\n",
       "                                                                 job.labels  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理                                                     [本科]   \n",
       "2023届提前批-产品经理 (MJ012344)                             [本科, 产品设计, 用户研究, 产品规划]   \n",
       "人力资源数据产品经理                   [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]   \n",
       "互联网学习平台产品经理                                    [硕士, 内容产品, 金融行业, to G, 需求分析]   \n",
       "光器件产品经理                                              [硕士, 数据产品, 用户研究, 团队管理]   \n",
       "...                                                                     ...   \n",
       "医药高级产品经理                                                                 []   \n",
       "产品经理                                         [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]   \n",
       "产品经理                                         [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]   \n",
       "线上零售产品经理                  [平台产品, CRM产品, CRM系统, 批发/零售, to C, 产品设计, 团队管理, ...   \n",
       "高级产品经理                                                     [CRM, 新零售, 电子商务]   \n",
       "\n",
       "                         job.jobId  job.salary  job.dq job.jobKind  \\\n",
       "job.title                                                            \n",
       "2022校招-营销中心-产品经理助理        47544603       8-10k  广州-番禺区           6   \n",
       "2023届提前批-产品经理 (MJ012344)  57974857  15-25k·15薪  广州-越秀区           6   \n",
       "人力资源数据产品经理                57191493  19-20k·18薪  广州-天河区           6   \n",
       "互联网学习平台产品经理               57061851      19-25k      广州           6   \n",
       "光器件产品经理                   56924959  15-20k·14薪  广州-黄埔区           6   \n",
       "...                            ...         ...     ...         ...   \n",
       "医药高级产品经理                  45065379      28-35k      广州           1   \n",
       "产品经理                      45135163      20-40k      广州           1   \n",
       "产品经理                      44610575  15-30k·16薪      广州           1   \n",
       "线上零售产品经理                  45365317      20-35k      广州           1   \n",
       "高级产品经理                    57500617  20-25k·13薪  广州-天河区           2   \n",
       "\n",
       "                          job.topJob job.refreshTime job.campusJobKind  ...  \\\n",
       "job.title                                                               ...   \n",
       "2022校招-营销中心-产品经理助理             False  20220926154947                应届  ...   \n",
       "2023届提前批-产品经理 (MJ012344)       False  20230420135845                应届  ...   \n",
       "人力资源数据产品经理                     False  20230322141917                应届  ...   \n",
       "互联网学习平台产品经理                    False  20230322132453                应届  ...   \n",
       "光器件产品经理                        False  20230404115209                应届  ...   \n",
       "...                              ...             ...               ...  ...   \n",
       "医药高级产品经理                       False  20230413141917               NaN  ...   \n",
       "产品经理                           False  20230410121650               NaN  ...   \n",
       "产品经理                           False  20230321173412               NaN  ...   \n",
       "线上零售产品经理                       False  20230417165025               NaN  ...   \n",
       "高级产品经理                         False  20230403144713               NaN  ...   \n",
       "\n",
       "                                 recruiter.recruiterPhoto  \\\n",
       "job.title                                                   \n",
       "2022校招-营销中心-产品经理助理        5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "2023届提前批-产品经理 (MJ012344)  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "人力资源数据产品经理                5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "互联网学习平台产品经理               5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "光器件产品经理                   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "...                                                   ...   \n",
       "医药高级产品经理                  62b917fafd62c54346e0081703u.jpg   \n",
       "产品经理                      600e7297448a1b6f7d390d8201u.jpg   \n",
       "产品经理                      62183bf27baba65dd5bc963f07u.png   \n",
       "线上零售产品经理                  5f8fa3a78dbe6273dcf85e2608u.png   \n",
       "高级产品经理                    5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "\n",
       "                                            comp.compLogo comp.compId  \\\n",
       "job.title                                                               \n",
       "2022校招-营销中心-产品经理助理        5da02d450c1585184590d96f08u.png   9803471.0   \n",
       "2023届提前批-产品经理 (MJ012344)  5bfe954674719dc6ed7416af03a.png    693385.0   \n",
       "人力资源数据产品经理                5bfea33774719d2aa34c7eb903a.png   1421537.0   \n",
       "互联网学习平台产品经理               5bfea33774719d2aa34c7eb903a.png   1421537.0   \n",
       "光器件产品经理                   61aeb56ca53a6d21af3c33ed04u.png  12753371.0   \n",
       "...                                                   ...         ...   \n",
       "医药高级产品经理                  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "产品经理                      60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "产品经理                      60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "线上零售产品经理                  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "高级产品经理                    5d26aa823fa7ce27b2b2a75802u.jpg  10016817.0   \n",
       "\n",
       "                            comp.compName  \\\n",
       "job.title                                   \n",
       "2022校招-营销中心-产品经理助理                 泰邦生物集团   \n",
       "2023届提前批-产品经理 (MJ012344)              广联达   \n",
       "人力资源数据产品经理                           广发证券   \n",
       "互联网学习平台产品经理                          广发证券   \n",
       "光器件产品经理                      高勘(广州)技术有限公司   \n",
       "...                                   ...   \n",
       "医药高级产品经理                      某大型知名医疗设备公司   \n",
       "产品经理                          某广州医疗器械上市公司   \n",
       "产品经理                          某广州医疗器械上市公司   \n",
       "线上零售产品经理                    某国内大型专业技术服务公司   \n",
       "高级产品经理                    广东万方建设有限公司广州分公司   \n",
       "\n",
       "                                                         comp.link  \\\n",
       "job.title                                                            \n",
       "2022校招-营销中心-产品经理助理         https://www.liepin.com/company/9803471/   \n",
       "2023届提前批-产品经理 (MJ012344)    https://www.liepin.com/company/693385/   \n",
       "人力资源数据产品经理                 https://www.liepin.com/company/1421537/   \n",
       "互联网学习平台产品经理                https://www.liepin.com/company/1421537/   \n",
       "光器件产品经理                   https://www.liepin.com/company/12753371/   \n",
       "...                                                            ...   \n",
       "医药高级产品经理                                                             \n",
       "产品经理                                                                 \n",
       "产品经理                                                                 \n",
       "线上零售产品经理                                                             \n",
       "高级产品经理                    https://www.liepin.com/company/10016817/   \n",
       "\n",
       "                         comp.compScale comp.compIndustry comp.compStage  \\\n",
       "job.title                                                                  \n",
       "2022校招-营销中心-产品经理助理           1000-2000人                制药            NaN   \n",
       "2023届提前批-产品经理 (MJ012344)     2000-5000人               互联网            已上市   \n",
       "人力资源数据产品经理                  5000-10000人          基金/证券/期货            已上市   \n",
       "互联网学习平台产品经理                 5000-10000人          基金/证券/期货            已上市   \n",
       "光器件产品经理                          50-99人              通信设备             A轮   \n",
       "...                                 ...               ...            ...   \n",
       "医药高级产品经理                       500-999人              医疗器械            已上市   \n",
       "产品经理                           500-999人              医疗器械            已上市   \n",
       "产品经理                           500-999人              医疗器械            已上市   \n",
       "线上零售产品经理                    5000-10000人            专业技术服务          融资未公开   \n",
       "高级产品经理                       1000-2000人              工程施工            NaN   \n",
       "\n",
       "                          job.requireEduLevel job.requireWorkYears  \n",
       "job.title                                                           \n",
       "2022校招-营销中心-产品经理助理                        NaN                  NaN  \n",
       "2023届提前批-产品经理 (MJ012344)                  NaN                  NaN  \n",
       "人力资源数据产品经理                                NaN                  NaN  \n",
       "互联网学习平台产品经理                               NaN                  NaN  \n",
       "光器件产品经理                                   NaN                  NaN  \n",
       "...                                       ...                  ...  \n",
       "医药高级产品经理                                 学历不限                 经验不限  \n",
       "产品经理                                    硕士及以上                 3-5年  \n",
       "产品经理                                    硕士及以上                 3-5年  \n",
       "线上零售产品经理                                 统招本科                5-10年  \n",
       "高级产品经理                                     本科                5-10年  \n",
       "\n",
       "[520 rows x 31 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "49e2137e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataInfo', 'dataParams', 'job.labels', 'job.jobId', 'job.salary',\n",
       "       'job.dq', 'job.jobKind', 'job.topJob', 'job.refreshTime',\n",
       "       'job.campusJobKind', 'job.dataPromId', 'job.pcOuterLink',\n",
       "       'job.h5OuterLink', 'job.link', 'job.advViewFlag',\n",
       "       'recruiter.recruiterName', 'recruiter.recruiterTitle',\n",
       "       'recruiter.recruiterId', 'recruiter.chatted', 'recruiter.imId',\n",
       "       'recruiter.imUserType', 'recruiter.recruiterPhoto', 'comp.compLogo',\n",
       "       'comp.compId', 'comp.compName', 'comp.link', 'comp.compScale',\n",
       "       'comp.compIndustry', 'comp.compStage', 'job.requireEduLevel',\n",
       "       'job.requireWorkYears'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ab2c208",
   "metadata": {},
   "source": [
    "## 数据分析\n",
    "## 1、职位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c8317d40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022校招-营销中心-产品经理助理</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>8-10k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>制药</td>\n",
       "      <td>泰邦生物集团</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023届提前批-产品经理 (MJ012344)</td>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>广联达</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>人力资源数据产品经理</td>\n",
       "      <td>[硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>19-20k·18薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>互联网学习平台产品经理</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>19-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>光器件产品经理</td>\n",
       "      <td>[硕士, 数据产品, 用户研究, 团队管理]</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>高勘(广州)技术有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>医药高级产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>28-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>某大型知名医疗设备公司</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>某广州医疗器械上市公司</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>15-30k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>某广州医疗器械上市公司</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>线上零售产品经理</td>\n",
       "      <td>[平台产品, CRM产品, CRM系统, 批发/零售, to C, 产品设计, 团队管理, ...</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>某国内大型专业技术服务公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>[CRM, 新零售, 电子商务]</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>工程施工</td>\n",
       "      <td>广东万方建设有限公司广州分公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>520 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    job.title  \\\n",
       "0          2022校招-营销中心-产品经理助理   \n",
       "1    2023届提前批-产品经理 (MJ012344)   \n",
       "2                  人力资源数据产品经理   \n",
       "3                 互联网学习平台产品经理   \n",
       "4                     光器件产品经理   \n",
       "..                        ...   \n",
       "515                  医药高级产品经理   \n",
       "516                      产品经理   \n",
       "517                      产品经理   \n",
       "518                  线上零售产品经理   \n",
       "519                    高级产品经理   \n",
       "\n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       "0                                                 [本科]       8-10k  广州-番禺区   \n",
       "1                               [本科, 产品设计, 用户研究, 产品规划]  15-25k·15薪  广州-越秀区   \n",
       "2       [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  19-20k·18薪  广州-天河区   \n",
       "3                         [硕士, 内容产品, 金融行业, to G, 需求分析]      19-25k      广州   \n",
       "4                               [硕士, 数据产品, 用户研究, 团队管理]  15-20k·14薪  广州-黄埔区   \n",
       "..                                                 ...         ...     ...   \n",
       "515                                                 []      28-35k      广州   \n",
       "516                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]      20-40k      广州   \n",
       "517                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]  15-30k·16薪      广州   \n",
       "518  [平台产品, CRM产品, CRM系统, 批发/零售, to C, 产品设计, 团队管理, ...      20-35k      广州   \n",
       "519                                   [CRM, 新零售, 电子商务]  20-25k·13薪  广州-天河区   \n",
       "\n",
       "    job.requireEduLevel job.requireWorkYears comp.compIndustry  \\\n",
       "0                   NaN                  NaN                制药   \n",
       "1                   NaN                  NaN               互联网   \n",
       "2                   NaN                  NaN          基金/证券/期货   \n",
       "3                   NaN                  NaN          基金/证券/期货   \n",
       "4                   NaN                  NaN              通信设备   \n",
       "..                  ...                  ...               ...   \n",
       "515                学历不限                 经验不限              医疗器械   \n",
       "516               硕士及以上                 3-5年              医疗器械   \n",
       "517               硕士及以上                 3-5年              医疗器械   \n",
       "518                统招本科                5-10年            专业技术服务   \n",
       "519                  本科                5-10年              工程施工   \n",
       "\n",
       "       comp.compName comp.compScale  \n",
       "0             泰邦生物集团     1000-2000人  \n",
       "1                广联达     2000-5000人  \n",
       "2               广发证券    5000-10000人  \n",
       "3               广发证券    5000-10000人  \n",
       "4       高勘(广州)技术有限公司         50-99人  \n",
       "..               ...            ...  \n",
       "515      某大型知名医疗设备公司       500-999人  \n",
       "516      某广州医疗器械上市公司       500-999人  \n",
       "517      某广州医疗器械上市公司       500-999人  \n",
       "518    某国内大型专业技术服务公司    5000-10000人  \n",
       "519  广东万方建设有限公司广州分公司     1000-2000人  \n",
       "\n",
       "[520 rows x 9 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析 = df_产品经理[['job.labels','job.salary','job.dq','job.requireEduLevel','job.requireWorkYears','comp.compIndustry','comp.compName','comp.compScale']].reset_index()\n",
    "df_产品经理_分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fef36be0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理               31\n",
       "金融产品经理             13\n",
       "销售代表                9\n",
       "产品专员/助理             7\n",
       "电话销售                6\n",
       "                   ..\n",
       "管理培训生               1\n",
       "Python              1\n",
       "产业政策助理研究员（政府方向）     1\n",
       "电力系统产品工程师           1\n",
       "线上零售产品经理            1\n",
       "Name: job.title, Length: 416, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title = df_产品经理_分析['job.title'].value_counts()\n",
    "df_产品经理_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9354ec9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理        31\n",
       "金融产品经理      13\n",
       "销售代表         9\n",
       "产品专员/助理      7\n",
       "电话销售         6\n",
       "销售顾问         5\n",
       "产品专员         4\n",
       "产品策划         4\n",
       "销售           3\n",
       "高级产品经理       3\n",
       "产品经理/主管      3\n",
       "销售专员         3\n",
       "医疗器械销售代表     3\n",
       "产品实习生        3\n",
       "生产跟单         3\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title = df_产品经理_title[df_产品经理_title>2]\n",
    "df_产品经理_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6f00063e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理            204\n",
       "高级产品经理           37\n",
       "软件产品经理           19\n",
       "数据产品经理           13\n",
       "硬件产品经理           10\n",
       "医药产品经理            9\n",
       "AI产品经理            8\n",
       "电商产品经理            7\n",
       "数据中台产品经理          7\n",
       "金融产品经理            7\n",
       "海外产品经理            4\n",
       "助理产品经理            4\n",
       "资深产品经理            4\n",
       "产品经理（工控主板）        4\n",
       "AI应用产品经理          3\n",
       "智能硬件产品经理          3\n",
       "物联网产品经理           3\n",
       "B端产品经理            3\n",
       "安全产品经理            3\n",
       "海外软件产品经理          3\n",
       "产品经理（广州）          3\n",
       "软件产品经理（实验实训）      3\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7cf86f38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['产品经理',\n",
       " '金融产品经理',\n",
       " '销售代表',\n",
       " '产品专员/助理',\n",
       " '电话销售',\n",
       " '销售顾问',\n",
       " '产品专员',\n",
       " '产品策划',\n",
       " '销售',\n",
       " '高级产品经理',\n",
       " '产品经理/主管',\n",
       " '销售专员',\n",
       " '医疗器械销售代表',\n",
       " '产品实习生',\n",
       " '生产跟单']"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "01df73cb",
   "metadata": {},
   "outputs": [
    {
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       "                    \"name\": \"\\u9500\\u552e\\u987e\\u95ee\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u4e13\\u5458\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u7b56\\u5212\",\n",
       "                    \"value\": 4\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9500\\u552e\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406/\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9500\\u552e\\u4e13\\u5458\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u533b\\u7597\\u5668\\u68b0\\u9500\\u552e\\u4ee3\\u8868\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u5b9e\\u4e60\\u751f\",\n",
       "                    \"value\": 3\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u751f\\u4ea7\\u8ddf\\u5355\",\n",
       "                    \"value\": 3\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"40%\",\n",
       "                \"55%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"outside\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
       "                \"backgroundColor\": \"#eee\",\n",
       "                \"borderColor\": \"#aaa\",\n",
       "                \"borderWidth\": 1,\n",
       "                \"borderRadius\": 4,\n",
       "                \"rich\": {\n",
       "                    \"a\": {\n",
       "                        \"color\": \"#999\",\n",
       "                        \"lineHeight\": 22,\n",
       "                        \"align\": \"center\"\n",
       "                    },\n",
       "                    \"abg\": {\n",
       "                        \"backgroundColor\": \"#e3e3e3\",\n",
       "                        \"width\": \"100%\",\n",
       "                        \"align\": \"right\",\n",
       "                        \"height\": 22,\n",
       "                        \"borderRadius\": [\n",
       "                            4,\n",
       "                            4,\n",
       "                            0,\n",
       "                            0\n",
       "                        ]\n",
       "                    },\n",
       "                    \"hr\": {\n",
       "                        \"borderColor\": \"#aaa\",\n",
       "                        \"width\": \"100%\",\n",
       "                        \"borderWidth\": 0.5,\n",
       "                        \"height\": 0\n",
       "                    },\n",
       "                    \"b\": {\n",
       "                        \"fontSize\": 16,\n",
       "                        \"lineHeight\": 33\n",
       "                    },\n",
       "                    \"per\": {\n",
       "                        \"color\": \"#eee\",\n",
       "                        \"backgroundColor\": \"#334455\",\n",
       "                        \"padding\": [\n",
       "                            2,\n",
       "                            4\n",
       "                        ],\n",
       "                        \"borderRadius\": 2\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                \"\\u91d1\\u878d\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                \"\\u9500\\u552e\\u4ee3\\u8868\",\n",
       "                \"\\u4ea7\\u54c1\\u4e13\\u5458/\\u52a9\\u7406\",\n",
       "                \"\\u7535\\u8bdd\\u9500\\u552e\",\n",
       "                \"\\u9500\\u552e\\u987e\\u95ee\",\n",
       "                \"\\u4ea7\\u54c1\\u4e13\\u5458\",\n",
       "                \"\\u4ea7\\u54c1\\u7b56\\u5212\",\n",
       "                \"\\u9500\\u552e\",\n",
       "                \"\\u9ad8\\u7ea7\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                \"\\u4ea7\\u54c1\\u7ecf\\u7406/\\u4e3b\\u7ba1\",\n",
       "                \"\\u9500\\u552e\\u4e13\\u5458\",\n",
       "                \"\\u533b\\u7597\\u5668\\u68b0\\u9500\\u552e\\u4ee3\\u8868\",\n",
       "                \"\\u4ea7\\u54c1\\u5b9e\\u4e60\\u751f\",\n",
       "                \"\\u751f\\u4ea7\\u8ddf\\u5355\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u730e\\u8058\\u4ea7\\u54c1\\u7ecf\\u7406\\u804c\\u4f4d\\u5206\\u6790\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_5562d016265546c8b063ee1a562231ed.setOption(option_5562d016265546c8b063ee1a562231ed);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x22535916e10>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(df_产品经理_title.index.tolist(), df_产品经理_title.values.tolist())],\n",
    "        radius=[\"40%\", \"55%\"],\n",
    "        label_opts=opts.LabelOpts(\n",
    "            position=\"outside\",\n",
    "            formatter=\"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
    "            background_color=\"#eee\",\n",
    "            border_color=\"#aaa\",\n",
    "            border_width=1,\n",
    "            border_radius=4,\n",
    "            rich={\n",
    "                \"a\": {\"color\": \"#999\", \"lineHeight\": 22, \"align\": \"center\"},\n",
    "                \"abg\": {\n",
    "                    \"backgroundColor\": \"#e3e3e3\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"align\": \"right\",\n",
    "                    \"height\": 22,\n",
    "                    \"borderRadius\": [4, 4, 0, 0],\n",
    "                },\n",
    "                \"hr\": {\n",
    "                    \"borderColor\": \"#aaa\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"borderWidth\": 0.5,\n",
    "                    \"height\": 0,\n",
    "                },\n",
    "                \"b\": {\"fontSize\": 16, \"lineHeight\": 33},\n",
    "                \"per\": {\n",
    "                    \"color\": \"#eee\",\n",
    "                    \"backgroundColor\": \"#334455\",\n",
    "                    \"padding\": [2, 4],\n",
    "                    \"borderRadius\": 2,\n",
    "                },\n",
    "            },\n",
    "        ),\n",
    "    )\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"猎聘产品经理职位分析\"))\n",
    "\n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "637371ea",
   "metadata": {},
   "source": [
    "## 2.职位地图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "55660767",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        198\n",
       "广州-天河区     91\n",
       "广州-黄埔区     62\n",
       "广州-越秀区     54\n",
       "广州-番禺区     35\n",
       "广州-海珠区     34\n",
       "广州-白云区     20\n",
       "广州-花都区      9\n",
       "广州-南沙区      8\n",
       "广州-荔湾区      5\n",
       "广州-增城区      4\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_dq = df_产品经理_分析['job.dq'].value_counts()\n",
    "df_产品经理_dq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "91165a77",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"商家A\", [list(z) for z in zip(df_产品经理_dq.tolist(), df_产品经理_dq.values)], \"china\")\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"Map-基本示例\"))\n",
    "    .render(\"map_base.html\")\n",
    ")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "41cf8f08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"b9b941b2a8f14027a66be5c04d2e2aa9\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_b9b941b2a8f14027a66be5c04d2e2aa9 = echarts.init(\n",
       "                    document.getElementById('b9b941b2a8f14027a66be5c04d2e2aa9'), 'white', {renderer: 'canvas'});\n",
       "                var option_b9b941b2a8f14027a66be5c04d2e2aa9 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u9ec4\\u57d4\\u533a\",\n",
       "                    \"value\": 198\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u8d8a\\u79c0\\u533a\",\n",
       "                    \"value\": 91\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u756a\\u79ba\\u533a\",\n",
       "                    \"value\": 62\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u6d77\\u73e0\\u533a\",\n",
       "                    \"value\": 54\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u767d\\u4e91\\u533a\",\n",
       "                    \"value\": 35\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u82b1\\u90fd\\u533a\",\n",
       "                    \"value\": 34\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u5357\\u6c99\\u533a\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u8354\\u6e7e\\u533a\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u589e\\u57ce\\u533a\",\n",
       "                    \"value\": 8\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"40%\",\n",
       "                \"55%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"outside\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
       "                \"backgroundColor\": \"#eee\",\n",
       "                \"borderColor\": \"#aaa\",\n",
       "                \"borderWidth\": 1,\n",
       "                \"borderRadius\": 4,\n",
       "                \"rich\": {\n",
       "                    \"a\": {\n",
       "                        \"color\": \"#999\",\n",
       "                        \"lineHeight\": 22,\n",
       "                        \"align\": \"center\"\n",
       "                    },\n",
       "                    \"abg\": {\n",
       "                        \"backgroundColor\": \"#e3e3e3\",\n",
       "                        \"width\": \"100%\",\n",
       "                        \"align\": \"right\",\n",
       "                        \"height\": 22,\n",
       "                        \"borderRadius\": [\n",
       "                            4,\n",
       "                            4,\n",
       "                            0,\n",
       "                            0\n",
       "                        ]\n",
       "                    },\n",
       "                    \"hr\": {\n",
       "                        \"borderColor\": \"#aaa\",\n",
       "                        \"width\": \"100%\",\n",
       "                        \"borderWidth\": 0.5,\n",
       "                        \"height\": 0\n",
       "                    },\n",
       "                    \"b\": {\n",
       "                        \"fontSize\": 16,\n",
       "                        \"lineHeight\": 33\n",
       "                    },\n",
       "                    \"per\": {\n",
       "                        \"color\": \"#eee\",\n",
       "                        \"backgroundColor\": \"#334455\",\n",
       "                        \"padding\": [\n",
       "                            2,\n",
       "                            4\n",
       "                        ],\n",
       "                        \"borderRadius\": 2\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5e7f\\u5dde-\\u9ec4\\u57d4\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u8d8a\\u79c0\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u756a\\u79ba\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u6d77\\u73e0\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u767d\\u4e91\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u82b1\\u90fd\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u5357\\u6c99\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u8354\\u6e7e\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u589e\\u57ce\\u533a\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u730e\\u8058\\u4ea7\\u54c1\\u7ecf\\u7406\\u5730\\u533a\\u5206\\u6790\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_b9b941b2a8f14027a66be5c04d2e2aa9.setOption(option_b9b941b2a8f14027a66be5c04d2e2aa9);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x2252404e510>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(df_产品经理_dq.index.tolist()[2:], df_产品经理_dq.values.tolist())],\n",
    "        radius=[\"40%\", \"55%\"],\n",
    "        label_opts=opts.LabelOpts(\n",
    "            position=\"outside\",\n",
    "            formatter=\"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
    "            background_color=\"#eee\",\n",
    "            border_color=\"#aaa\",\n",
    "            border_width=1,\n",
    "            border_radius=4,\n",
    "            rich={\n",
    "                \"a\": {\"color\": \"#999\", \"lineHeight\": 22, \"align\": \"center\"},\n",
    "                \"abg\": {\n",
    "                    \"backgroundColor\": \"#e3e3e3\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"align\": \"right\",\n",
    "                    \"height\": 22,\n",
    "                    \"borderRadius\": [4, 4, 0, 0],\n",
    "                },\n",
    "                \"hr\": {\n",
    "                    \"borderColor\": \"#aaa\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"borderWidth\": 0.5,\n",
    "                    \"height\": 0,\n",
    "                },\n",
    "                \"b\": {\"fontSize\": 16, \"lineHeight\": 33},\n",
    "                \"per\": {\n",
    "                    \"color\": \"#eee\",\n",
    "                    \"backgroundColor\": \"#334455\",\n",
    "                    \"padding\": [2, 4],\n",
    "                    \"borderRadius\": 2,\n",
    "                },\n",
    "            },\n",
    "        ),\n",
    "    )\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"猎聘产品经理地区分析\"))\n",
    "\n",
    ")\n",
    "c.render_notebook()\n"
   ]
  }
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